{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "2119c6b0-6f03-42ad-b487-e9da36d61a91",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2400x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import akshare as ak\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.dates as mdates\n",
    "import datetime\n",
    "\n",
    "# 定义10年和30年国债收益率的变量\n",
    "bond_year_10 = 10\n",
    "bond_year_30 = 30\n",
    "\n",
    "# 获取当前日期往前推一年的日期范围\n",
    "end_date = datetime.datetime.now()\n",
    "start_date_str = '20250101'\n",
    "end_date_str = end_date.strftime('%Y%m%d')\n",
    "\n",
    "# 获取国债收益率数据\n",
    "yield_data_ary = [\n",
    "    ak.bond_china_yield(start_date='20200101', end_date='20201231'),\n",
    "    ak.bond_china_yield(start_date='20210101', end_date='20211231'),\n",
    "    ak.bond_china_yield(start_date='20220101', end_date='20221231'),\n",
    "    ak.bond_china_yield(start_date='20230101', end_date='20231231'),\n",
    "    ak.bond_china_yield(start_date='20240101', end_date='20241231'),\n",
    "    ak.bond_china_yield(start_date=start_date_str, end_date=end_date_str)\n",
    "]\n",
    "bond_yield_data = pd.concat(yield_data_ary, ignore_index=True)\n",
    "\n",
    "# 提取10年和30年国债收益率\n",
    "ten_year_yield = bond_yield_data.loc[bond_yield_data['曲线名称'] == '中债国债收益率曲线', ['日期', f'{bond_year_10}年']]\n",
    "thirty_year_yield = bond_yield_data.loc[bond_yield_data['曲线名称'] == '中债国债收益率曲线', ['日期', f'{bond_year_30}年']]\n",
    "\n",
    "# 将日期列转换为日期时间类型\n",
    "ten_year_yield['日期'] = pd.to_datetime(ten_year_yield['日期'])\n",
    "thirty_year_yield['日期'] = pd.to_datetime(thirty_year_yield['日期'])\n",
    "\n",
    "# 设置日期列为索引\n",
    "ten_year_yield.set_index('日期', inplace=True)\n",
    "thirty_year_yield.set_index('日期', inplace=True)\n",
    "\n",
    "# 假设面值为100\n",
    "face_value = 100\n",
    "\n",
    "# 计算价格函数（净现值法）\n",
    "def calculate_price(interest_rate, years, face_value=100):\n",
    "    price = 0\n",
    "    for t in range(1, years + 1):\n",
    "        price += face_value / (1 + interest_rate) ** t  # 每年支付利息\n",
    "    price += face_value / (1 + interest_rate) ** years  # 最后的本金支付\n",
    "    return price\n",
    "\n",
    "# 计算10年和30年国债的价格\n",
    "ten_year_yield['价格'] = ten_year_yield[f'{bond_year_10}年'].apply(lambda r: calculate_price(r / 100, bond_year_10))\n",
    "thirty_year_yield['价格'] = thirty_year_yield[f'{bond_year_30}年'].apply(lambda r: calculate_price(r / 100, bond_year_30))\n",
    "\n",
    "# 创建图形和坐标轴\n",
    "fig, ax1 = plt.subplots(figsize=(24, 6))\n",
    "x = ten_year_yield.index\n",
    "\n",
    "# 绘制10年国债价格曲线（左y轴）\n",
    "ax1.plot(x, ten_year_yield['价格'], label=f'{bond_year_10}年国债价格', color='blue')\n",
    "ax1.set_xlabel('日期')\n",
    "ax1.set_ylabel('10年国债价格 (单位: 100)', color='blue')\n",
    "ax1.tick_params(axis='y', labelcolor='blue')\n",
    "\n",
    "# 设置主坐标轴的日期格式\n",
    "date_format = mdates.DateFormatter('%Y-%m-%d')\n",
    "ax1.xaxis.set_major_formatter(date_format)\n",
    "plt.xticks(rotation=90)\n",
    "\n",
    "# 创建右y轴\n",
    "ax2 = ax1.twinx()\n",
    "\n",
    "# 绘制30年国债价格曲线（右y轴）\n",
    "ax2.plot(x, thirty_year_yield['价格'], label=f'{bond_year_30}年国债价格', color='green')\n",
    "ax2.set_ylabel('30年国债价格 (单位: 100)', color='green')\n",
    "ax2.tick_params(axis='y', labelcolor='green')\n",
    "\n",
    "# 添加标题\n",
    "plt.title(f'{bond_year_10}年与{bond_year_30}年国债价格对比图')\n",
    "\n",
    "# 显示图形\n",
    "plt.show()\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.0"
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 },
 "nbformat": 4,
 "nbformat_minor": 5
}
